Real ChatGPT answer · index seedhyiYulieWS8completeHome services and improvement · roofingcommercial
Can you find me independent consumer reports comparing the wind resistance of architectural versus three-tab shingles installed on suburban homes?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you find me independent consumer reports comparing the wind resistance of architectural versus three-tab shingles installed on suburban homes?
3 real searches · 1 real-search pass
independent consumer reports architectural vs three-tab asphalt shingles wind resistance installed homes field study consumer reportsGoogle ↗
OBSERVEDComparison
asphalt shingle wind resistance architectural vs 3-tab independent testing field performance homes insurance studyGoogle ↗
OBSERVEDComparison
Consumer Reports asphalt shingles wind resistance architectural three tab ratingsGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
independent consumer reports architectural vs three-tab asphalt shingles wind resistance installed homes field study consumer reports Google ↗
asphalt shingle wind resistance architectural vs 3-tab independent testing field performance homes insurance study Google ↗
Consumer Reports asphalt shingles wind resistance architectural three tab ratings Google ↗
- IBHS Research Reveals Critical Links in Asphalt Shingle Wind Performance After 10 Years of Aging – Insurance Institute for Business & Home Safety · ibhs.org
- Roof Aging Farm Research – Insurance Institute for Business & Home Safety · ibhs.org
- IBHS research reveals findings about asphalt shingle wind performance | 2026-09-29 · nrca.net
- The influence of unsealing on the wind resistance of asphalt shingles · sciencedirect.com
- PART I: Roof Cover Damage Assessment on Residential and Light Commercial Structures – Insurance Institute for Business & Home Safety · ibhs.org
- ARMA responds to IBHS report regarding wind performance of asphalt shingles | 2026-10-27 · nrca.net
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent consumer reports architectural vs three-tab asphalt shingles wind resistance installed homes field study consumer reports OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
asphalt shingle wind resistance architectural vs 3-tab independent testing field performance homes insurance study OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Consumer Reports asphalt shingles wind resistance architectural three tab ratings OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |